The hardware is fairly accessible. You can start for free with Colab, try a subscription for $9.99/mo, or use the gaming PC you might already have. The hardest thing is data, but again there are lots of free datasets available as well as pretrained models you can fine-tune on a custom smaller dataset that you make yourself.